DocumentCode :
534506
Title :
Dual-tree wavelet based algorithm for speckle reduction and edge enhancement in ultrasound images
Author :
Yen, Wen-Chien ; Tai, Shen-Chuan
Author_Institution :
Dept. of Inf. Manage., Chung Chou Inst. of Technol., Changhua, Taiwan
Volume :
1
fYear :
2010
fDate :
16-18 Oct. 2010
Firstpage :
208
Lastpage :
212
Abstract :
Ultrasound images are the important bases of disease diagnostic. Unfortunately, the qualities of ultrasound images are generally limited due to speckle noises. Speckle reduction is an important pre-processing step in the ultrasound image feature extraction, analysis and recognition. In this paper, we present an approach for ultrasound image enhancement. It is designed to utilize the three technologies: the separability and multiresolution properties of the wavelet, the local statistics of each subband and the edge enhancement of the shape. The performance of the proposed method has been compared with that of the commonly novel approaches on both synthetic speckle images and real medical ultrasound images. The proposed method reveals superior performance in term of the PSNR value and perceptible quality. Because of the superior performance in noise reduction and edge preservation, the proposed method is more suitable than the other methods in computer-aided diagnosis.
Keywords :
biomedical ultrasonics; feature extraction; image denoising; image enhancement; image recognition; medical image processing; statistical analysis; ultrasonic imaging; wavelet transforms; computer-aided diagnosis; disease diagnostic; dual-tree wavelet based algorithm; edge enhancement; edge preservation; feature extraction; image enhancement; image recognition; local statistics; multiresolution properties; noise reduction; perceptible quality; pre-processing step; separability; speckle noises; speckle reduction; ultrasound images; Discrete wavelet transforms; Image edge detection; Noise; Speckle; Ultrasonic imaging; Wavelet coefficients; Speckle reduction; dual-tree wavelet transform; edge enhancement;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Biomedical Engineering and Informatics (BMEI), 2010 3rd International Conference on
Conference_Location :
Yantai
Print_ISBN :
978-1-4244-6495-1
Type :
conf
DOI :
10.1109/BMEI.2010.5639439
Filename :
5639439
Link To Document :
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